{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Unpaired cysteine"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "import concurrent.futures\n",
    "\n",
    "from virtual_lab.constants import CONSISTENT_TEMPERATURE, CREATIVE_TEMPERATURE\n",
    "from virtual_lab.prompts import create_merge_prompt\n",
    "from virtual_lab.run_meeting import run_meeting\n",
    "from virtual_lab.utils import load_summaries\n",
    "\n",
    "from nanobody_constants import (\n",
    "    num_iterations,\n",
    "    num_rounds,\n",
    "    discussions_phase_to_dir,\n",
    "    principal_investigator,\n",
    "    team_members,\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Unpaired cysteine - prompts\n",
    "unpaired_cysteine_agenda = \"\"\"Your team has designed 92 mutated nanobodies (23 each for the wild-type nanobodies H11-D4, Nb21, Ty1, and VHH-72) to improve their binding to the KP.3 variant of the SARS-CoV-2 spike protein receptor binding domain (RBD). Each nanobody has 1-4 mutations relative to the wild-type nanobody. Your team used ESM log-likelihood ratios (ESM LLR) to score the nanobody mutations independent of the antigen, AlphaFold-Multimer to predict the structure of the mutated nanobody in complex with the KP.3 RBD and compute the interface pLDDT (AF ipLDDT) as a metric of binding confidence, and Rosetta to calculate the binding energy of the mutated nanobody in complex with the KP.3 RBD (RS dG) based on the AlphaFold-Multimer predicted structure followed by a Rosetta relaxation. You have ranked the mutant nanobodies and selected the top ones using a weighted score of WS = 0.2 * (ESM LLR) + 0.5 * (AF ipLDDT) - 0. 3 * (RS dG).\n",
    "\n",
    "An astute reviewer gave the following feedback: \"The inclusion of an unpaired Cys in several of the engineered nanobodies would seem to be something that the ESM log-likelihood should have flagged as highly disfavored. Is there some other reason why the weighted score would rank these variants so highly, like the ipLDDT or dG values being very favorable? Are there any obvious adjustments to the WS formula that could mitigate this?\"\n",
    "\n",
    "Upon examining the 92 mutated nanobodies, your team found the following:\n",
    "\n",
    "Nb21 and VHH-72 have no Cys changes (no additions or removals).\n",
    "\n",
    "Among the 23 Ty21 mutants, two have an added Cys. The Ty1-V32C-G59H-H59Y mutant has an ESM LLR rank of 11 / 23, an AF ipLDDT rank of 22 / 23, and an RS DG rank of 1 / 23 while Ty1-V32C-G59D-D59Y mutant has an ESM LLR rank of 12 / 23, an AF ipLDDT rank of 23 / 23, and an RS DG rank of 2 / 23.\n",
    "\n",
    "Among the H11-D4 mutants, three have an added Cys. The H11-D4-A14P-Y88V-R27C mutant has an ESM LLR rank of 19 / 23, an AF ipLDDT rank of 3 / 23, and an RS DG rank of 19 / 23 while the H11-D4-A14P-Y88V-R27C-W53Y mutant has an ESM LLR rank of 22 / 23, an AF ipLDDT rank of 8 / 23, and an RS DG rank of 6 / 23 and the H11-D4-A14P-Y88V-R27C-R52S mutant has an ESM LLR rank of 21 / 23, an AF ipLDDT rank of 18 / 23, and an RS DG rank of 12 / 23.\n",
    "\n",
    "Based on the above information, how would you address the reviewer's questions?\"\"\"\n",
    "\n",
    "unpaired_cysteine_questions = (\n",
    "    \"Is there some other reason why the weighted score would rank these variants so highly, like the ipLDDT or dG values being very favorable?\",\n",
    "    \"Are there any obvious adjustments to the WS formula that could mitigate this?\",\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Unpaired cysteine - discussion\n",
    "with concurrent.futures.ThreadPoolExecutor() as executor:\n",
    "    concurrent.futures.wait([\n",
    "        executor.submit(\n",
    "            run_meeting,\n",
    "            meeting_type=\"team\",\n",
    "            team_lead=principal_investigator,\n",
    "            team_members=team_members,\n",
    "            agenda=unpaired_cysteine_agenda,\n",
    "            agenda_questions=unpaired_cysteine_questions,\n",
    "            save_dir=discussions_phase_to_dir[\"unpaired_cysteine\"],\n",
    "            save_name=f\"discussion_{iteration_num + 1}\",\n",
    "            temperature=CREATIVE_TEMPERATURE,\n",
    "            num_rounds=num_rounds,\n",
    "        ) for iteration_num in range(num_iterations)\n",
    "    ])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Unpaired cysteine - merge\n",
    "unpaired_cysteine_summaries = load_summaries(\n",
    "    discussion_paths=list(discussions_phase_to_dir[\"unpaired_cysteine\"].glob(\"discussion_*.json\")))\n",
    "print(f\"Number of summaries: {len(unpaired_cysteine_summaries)}\")\n",
    "\n",
    "unpaired_cysteine_merge_prompt = create_merge_prompt(\n",
    "    agenda=unpaired_cysteine_agenda,\n",
    "    agenda_questions=unpaired_cysteine_questions,\n",
    ")\n",
    "\n",
    "run_meeting(\n",
    "    meeting_type=\"individual\", \n",
    "    team_member=principal_investigator,\n",
    "    summaries=unpaired_cysteine_summaries,\n",
    "    agenda=unpaired_cysteine_merge_prompt,\n",
    "    save_dir=discussions_phase_to_dir[\"unpaired_cysteine\"],\n",
    "    save_name=\"merged\",\n",
    "    temperature=CONSISTENT_TEMPERATURE,\n",
    "    num_rounds=num_rounds,\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## ESM vs binding correlation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [],
   "source": [
    "from pathlib import Path\n",
    "\n",
    "import matplotlib\n",
    "import matplotlib.pyplot as plt\n",
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "\n",
    "matplotlib.rcParams.update({'font.size': 22})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [],
   "source": [
    "nanobodies = [\"Nb21\", \"VHH-72\", \"H11-D4\", \"Ty1\"]\n",
    "variants = [\"JN.1\", \"KP.3\"]\n",
    "\n",
    "experimental_data_dir = Path(\"experimental_data\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [],
   "source": [
    "name_mapping = pd.read_csv(experimental_data_dir / \"platemap.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [],
   "source": [
    "name_to_position = {\n",
    "    row[\"Name\"]: row[\"Well Location\"]\n",
    "    for _, row in name_mapping.iterrows()\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [],
   "source": [
    "nanobody_to_binding = {\n",
    "    nanobody: pd.read_csv(experimental_data_dir / f\"{nanobody}.txt\", sep=\"\\t\").rename(columns={\"Unnamed: 0\": \"position\"}).drop(columns=[\"Unnamed: 1\"]).set_index(\"position\")\n",
    "    for nanobody in nanobodies\n",
    "}\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [],
   "source": [
    "nanobody_to_scores = {\n",
    "    nanobody: pd.read_csv(f\"designed/combined/{nanobody}.csv\").set_index(\"name\")\n",
    "    for nanobody in nanobodies\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 2000x1000 with 8 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axes = plt.subplots(len(variants), len(nanobodies), figsize=(20, 10))\n",
    "axes = axes.flatten()\n",
    "\n",
    "for i, variant in enumerate(variants):\n",
    "    for j, nanobody in enumerate(nanobodies):\n",
    "        plot_idx = i * 4 + j\n",
    "        \n",
    "        esm_scores = []\n",
    "        binding_scores = []\n",
    "\n",
    "        for name, position in name_to_position.items():\n",
    "            if name.startswith(nanobody):\n",
    "                esm_score = nanobody_to_scores[nanobody].loc[name, \"log_likelihood_ratio_vs_wildtype\"]\n",
    "                binding_score = nanobody_to_binding[nanobody].loc[position, variant]\n",
    "                esm_scores.append(esm_score)\n",
    "                binding_scores.append(binding_score)\n",
    "\n",
    "        scores = pd.DataFrame({\"esm_score\": esm_scores, \"binding_score\": binding_scores})\n",
    "        correlation = scores[\"esm_score\"].corr(scores[\"binding_score\"])\n",
    "        \n",
    "        sns.scatterplot(x=esm_scores, y=binding_scores, s=100, label=f\"r = {correlation:.2f}\", ax=axes[plot_idx])\n",
    "        axes[plot_idx].set_xlabel(\"ESM LLR$^{WT}$\")\n",
    "        axes[plot_idx].set_ylabel(\"Binding Intensity\")\n",
    "        axes[plot_idx].set_title(f\"{nanobody} vs {variant}\")\n",
    "        axes[plot_idx].legend()\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "virtual_lab",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.12.8"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
